Methodology1 min read • Jan 23, 2026By Jordan Reyes

The science behind GEO: How LLMs form opinions about brands (Jan 2026 Update 2)

This refreshed edition details how Abhord measures and improves how large language models (LLMs) represent your brand across answer engines and agentic systems. It covers our definition of AI Brand Alignment, our survey design, the analysis pipeline, how insights become actions, and how we measure s...

Abhord’s AI Brand Alignment Methodology (2026 Refresh)

This refreshed edition details how Abhord measures and improves how large language models (LLMs) represent your brand across answer engines and agentic systems. It covers our definition of AI Brand Alignment, our survey design, the analysis pipeline, how insights become actions, and how we measure success in Generative Engine Optimization (GEO).

1) What “AI Brand Alignment” Means—and Why It Matters

AI Brand Alignment is the degree to which answers generated by LLM

Jordan Reyes

Principal SEO Scientist

Jordan Reyes is a 15-year SEO and AI search veteran focused on search experimentation, SERP quality, and LLM recommendation signals.

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